[Optimization] optimize fused_swiglu_fp8_quant_kernel#7007
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fxyfxy777 wants to merge 3 commits intoPaddlePaddle:developfrom
Open
[Optimization] optimize fused_swiglu_fp8_quant_kernel#7007fxyfxy777 wants to merge 3 commits intoPaddlePaddle:developfrom
fxyfxy777 wants to merge 3 commits intoPaddlePaddle:developfrom
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Codecov Report✅ All modified and coverable lines are covered by tests. Additional details and impacted files@@ Coverage Diff @@
## develop #7007 +/- ##
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Coverage ? 73.62%
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Files ? 399
Lines ? 56397
Branches ? 8918
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Misses ? 11920
Partials ? 2955
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Motivation
Modifications
kernel的性能主要跟sum(token_nums) 有关,以下测试在B卡上完成,性能提速在20%-30%之间
GROUP_NUM = 20
GROUP_SIZE = 4096 # max tokens per expert → max sum = GROUP_SIZE
HIDDEN_DIM = 7168
BLOCK_SIZE = 128
x = paddle.randn(
[GROUP_NUM, GROUP_SIZE, HIDDEN_DIM * 2],
dtype="bfloat16",
)
token_nums = paddle.zeros([GROUP_NUM], dtype="int32")
优化前:


优化后:
Usage or Command
Accuracy Tests
Checklist
[FDConfig],[APIServer],[Engine],[Scheduler],[PD Disaggregation],[Executor],[Graph Optimization],[Speculative Decoding],[RL],[Models],[Quantization],[Loader],[OP],[KVCache],[DataProcessor],[BugFix],[Docs],[CI],[Optimization],[Feature],[Benchmark],[Others],[XPU],[HPU],[GCU],[DCU],[Iluvatar],[Metax]]pre-commitbefore commit.releasebranch, make sure the PR has been submitted to thedevelopbranch, then cherry-pick it to thereleasebranch with the[Cherry-Pick]PR tag.